Abstract: Using a graphical user interface (GUI), a user is guided to generate a logical graph that represents how real data is generated in a situation. The situation is simulated using an artificial intelligence (AI) model a number of times by having the AI model choose paths through the logical graph to generate synthetic data that is representative of the real data. The AI model may also use a reward table that the user is guided to generate via the GUI to execute the simulation, wherein the reward table incentivizes certain paths of the logical graph, and agents of the AI model are trained using the values of this reward table. This synthetic data generated via the AI model can be used for training other AI models.

Abstract: An apparatus to facilitate generator exploitation for deepfake detection is disclosed. The apparatus includes one or more processors to: alter a generative neural network of a deepfake generator with one or more modifications for deepfake detection; train the generative neural network having the one or more modifications and a discriminative neural network of the deepfake generator, wherein training the generative neural network and the discriminative neural network to facilitate the generative neural network to generate deepfake content comprising the one or more modifications; and communicate identification of the one or more modifications to a deepfake detector to cause the deepfake detector to identify deepfake content generated by the deepfake generator that comprises at least one of the one or more modifications.

Abstract: An apparatus to facilitate an authenticator-integrated generative adversarial network (GAN) for secure deepfake generation is disclosed.

Abstract: An antenna assembly (40) has a mast (44) on which is supported a radiating antenna element (14), the mast (44) being shaped to comprise an electrical plug (48) on which is supported an electrical contact (400) that connects to an antenna feed line (18) for the radiating antenna element (14), the electrical plug 48 adapting the antenna assembly (40) for mating connection with an electrical socket, and the electrical plug (48) providing a mounting structure for the mast (44).

Abstract: An antenna element (1) includes, a film (10) of dielectric material having thereon a radiating antenna element (14) that radiates at a first order harmonic frequency within a desired first frequency band, a conducting capacitive load element (90) and the radiating antenna element (14) being capacitively coupled across a thickness of the film (10) at a second order harmonic frequency, to tune a radiated second order harmonic frequency to correspond with a desired second frequency band, thereby providing a dual band antenna element (1).

Abstract: An antenna (10) includes a dielectric substrate (12) having a base (14) and an extended portion (18). An active antenna element (32) is disposed on one surface (30) of the extended portion (18) and a parasitic element (22) is disposed on an opposed surface (20). The substrate (12) with the elements disposed thereon is encapsulated in dielectric material using a two step molding process. In the first molding step at least one protrusion (42) is formed on each surface (20, 30) of the substrate (12). The protrusions (42) are used to precisely position the subassembly (11) in a second mold cavity for molding dielectric material over the remaining surfaces of the substrate (12).

Abstract: The present invention provides a method and apparatus for processing electronic mail in parallel. The present invention provides the ability to process mail objects in an electronic mail system in parallel. A message can be assigned to a queue. One or more processes can manage a plurality of messages in the queue. Each process can identify the next entry to be processed. Entries previously processed can be marked such that subsequent access is locked out. Mail objects and process information can be stored in a relational database system that provides the ability to perform locking at the record level. A process can be configured to perform a plurality of activities in a plurality of time periods. A guardian process can initiate or terminate other processes based on process information. Further, a guardian process examines system information periodically and identifies any need to initiate, restart, or stop one or more processes.